Page 1: Introduction

Introduction

Last year, “The 8-Bit Big Band” lead by composer and arranger Charlie Rosen won a Grammy for their arrangement of “Meta-Knights Revenge” from the 1996 video game “Kirby Super Star”.

This was quite surprising for a lot of people, given the source material being from an over 20-year-old video game. This is not the only case though, since recently a lot of musicians arrange and cover pieces of music from old video games. Rosen noted in a Forbes magazine interview however, that there are a lot of similarities between this current movement and of a movement of the past:

“In the past, people created these collections of music. For example, we refer to the Great American Songbook, which originated in American culture in the 20s, 30s and 40s. There are Broadway show tunes. Movie scores. Today, there’s a whole new generation of people that grew up with a new kind of songbook – the Video Game Songbook: a collection of themes and melodies and music that we associate with the experience of playing video games. It’s a touchstone for a generation of people that grew up with digital media and interactive media, a big focal point of their upbringing.”

He further argues that there are similarities in the actual music of these collections. This is what I will be researching in this portfolio through computational analysis. To what extent can we see similarities in the music of the Great American Songbook, and the Video Game Songbook?

To do this I will be looking at to of the most covered songs in these respective books: “Fly Me To The Moon (In Other Words)”, representing the Great American songbook, and “Bob-omb Battlefield”, representing the Video Game Songbook.

“In Other Words”, or now more commonly known as “Fly Me To The Moon”, was originally composed in 1954 by Bart Howard. It was originally composed as a cabaret ballad in 3/4 time. It is a 32-bar composition with an ABAB form. This version was written specifically for only piano and vocals. Some notable covers include the 1962 Joe Harnell arrangement which popularized the bossa-nova style for the song. Quincy Jones’ arrangement is notable for putting it in a even 4/4 time. Later in 1964, he worked with Frank Sinatra and Count Basie to make the most well known version of the song to date. This version is a bombastic big band swing arrangement in a 4/4 time. This version is the one most people think of as “the original” even though it is very different from the original 1954 composition.

“Bob-omb Battlefield” was composed in 1996 by Koji Kondo for the video game “Super Mario 64”. The 34-bar composition is originally written in the key of C major in 4/4 time. It originally used MIDI instruments due to the data storage limitations of older video game consoles. The original instrumentation puts a lot of emphasis on brass instruments. This instrumentation lends itself well to big-band/jazz arrangements, which is one of the reasons why it’s often covered by jazz musicians.

Playlists

Page 2: Spotify feature analysis

Plot of energy and valence of the songs


In this plot we can see the distribution of the different covers of the two songs in valence and energy. We can see that for both songs there is quite a difference in both of these aspects for both songs. This means that arrangements can vary quite a bit. This is a trait of songbook songs. Artist use their general structure but then change a lot of other aspects of the song.

There are a couple of differences between the two songs however. The energy and valence levels are generally lower for Fly Me To The Moon covers. With some of them having an extrodinarily low valence. Bob-omb Battlefield covers tend to have a lot of valence and energy. Both have about the same range of loudness, though Bob-omb Battlefield covers tend to be louder.

Another difference is the distribution of modes. Bob-omb Battlefield are almost always in Major, whilst for Fly Me To The Moon covers it seems to be about a 50/50 major/minor split.

Page 3: Structure of the songs

Plot 1: Structure of Fly Me To The Moon


The self-similarity matrix for the original arrangement sung by Felicia Sanders, shows us the structure of the song. It follows a ABAB format which we can see in the checkerboard pattern of the matrix. It clearly repeats the same chekerboard sizes twice.

Plot 2: Differently structured Fly Me To The Moon


Ella Fitzgerald’s cover has a different intro then the “original”. We can see a bigger checkerboard oattern in the beginning of the song due to this. We can see some similarities to the original structure too.

Plot 3: Structure of Bob-omb Battlefield


The cover by Pedro Esparza follows the original structure quite closely. It only adds solos over the second half of the song. It follows a AABBCC structure which we can kind of see in the self-similarity matrix.

Plot 4: Differently structured Bob-omb Battlefield


The arrangement by The Consouls has just like we saw with Fly Me To The Moon a different and longer intro then the original. We can see this by the bigger checkerboard pattern in the beginning.

Plot 4: Similarity matrix for Insaneintherain’s Year 1 and Pedro Esparza’s covers


These two covers of Bob-omb Battlefield are very similar in form, and both follow the original composition very closely, which we can see in this graph by looking at the vague diagonal from the origin. The diagonal becomes even harder to see later in the song since in both arrangements a solo starts over the entire 32 bars, which in both songs are different. The arrangement by Insaneintherainmusic however continues for longer than Esparza’s cover which explains the graph being greater in height than in length. In this second part you can still see some diagonals hinting at similarities, since this cover repeats the first half of the song.

Page 4: Chromagrams of the two songs

Plot 1: Fly me to the moon


Here we see the chromagrams for three notable renditions of fly me to the moon: Felicia Sanders “original” version, Frank Sinatra’s famous big band version and Joe Harnell’s bossa nova arrangement. Plotting the three next to each other shows us how differently the songs are chroma-wise. They do have a couple of similarities we can spot through these chromagrams though. Th emost notable similarity is the fact that we can recognize the downward motion in the chord progression in all the versions. All versions “walk down” the circle of fifths by going a fourth down and then a third up. We can recognize these “downward stairs” in all of the versions, showing us that this is what makes them still link to the original song.

Plot 2: Bob-omb Battlefield


Here we see the chromagrams for three notable renditions of Bob-omb battlefield: Pedro Esparza’s version, since it is the closest to the original (which is not on Spotify sadly). The Consouls’ funk-soul version, and finally the arrangement by Charlie Rosen performed by the 8-Bit Big Band.

Just as with Fly me To The Moon, we can see that the chromagrams all look quite different. There are some similarities though.For instance, the chromatic descent repeated three times in the final section of the song can be recognized in all the songs (Marked with a blue line).

Some things are quite different though, such as the opening of The Consouls’ arrangement repeating the A-section one more time before beginning the chord progression. Another example is the semitone modulation in Charlie Rosen’s piece, not seen in the other versions (marked by the red line).

Page 5: Keys

Histogram of Keys of the two songs


As we can see in the distribution of keys, covers of Fly Me To The Moon tend to be a lot more varied in key than covers of Bob-omb Battlefield. This is mainly due to the fact that Fly Me To The Moon covers often have vocals. It is quite common for an artist covering a song to transpose the song to fit their vocal range. This is not necessary for an instrumental song like Bob-omb Battlefield.

Plot 2: Chordogram for two Bob omb Battlefield arrangements


Although the chordogram doesn’t always pick it up, these two songs use a lot of different chords. The arrangement by The Consouls uses a lot of soulfull additions to the standard chord progression. The Big band style cover by the Video Game Jazz Orchestra has a lot of extra chords for that extra big band “bombasticity”.

Page 6: Tempo

Histogram of Tempos of the two songs


Looking at the distribution of tempo’s we can make a few interesting observations: Both songs seem to have a very clear mode. Most songs in the Fly me to the moon dataset seem to have a tempo around 80 bpm. For Bob-omb battlefield this seems to be around 120. With Fly Me To The Moon however, we have another peak around 120bpm. I personally think this is because of two songs that covers often use as a base: the 80 bpm original Bart Howard composition, or the 120bpm Frank Sinatra arrangement. A third group is the songs around 160 bpm. These songs are more similar to the faster bossa-nova version of the song popularized by Joe Harnell.

For Bob-omb battlefield there is not much to note expect for the fact that they arrangements do not stray that far from the original tempo compared to Fly Me To The Moon. Of course it is not fair to directly compare the two, since the Fly Me To The Moon dataset is almost three times the size of the Bob-omb Battlefield dataset.

Tempogram for Fly me to the moon


This instrumental rendition is a good example of the biggest tempo-anomalies in the Fly Me To The Moon playlist. Multiple songs have a rubato part somewhere in the song. This version starts off with a very slow rubato intro. Rubato is generally very hard for an tempogram to interpret as there is no clear tempo in the first place. Around the one minute 30 mark, the tempo changes drastically though. The piano now plays a high tempo, walking bass, bass-line. This is a lot easier for the tempogram to interpret as we can see in the clear horizontal line.

Tempogram for Bob-omb Battlefield


At the 100 second mark in the song there is a part where bars get repeated and a lot of slow down occurs. making it more difficult for the tempogram to now what bpm we are dealing with. This is one of the only interseting tempo related anomalies I could find in the dataset.

page 7: Clustering

Clustering of all songs

Clustering of all songs analysis

If we try to cluster the songs using an average linking clustering method, we see that the clusters it finds are not necessarily clusters separating the two songs. We clustered on the following features: danceability, energy, loudness, acousticness, liveness, valence and tempo.

On the bottom and top of the dendogram we can see to clusters of both Fly Me To The Moon and Bob-omb Battlefield respectively. In the middle we have some covers that are closer together to the other song than other covers of the same song. From this we can conclude that the source material is not always what completetly dictates the classification of the song.

Page 8: Conclusion

Through the analysis of the Spotify features and more in-depth analysis techniques we can conclude a couple of things. First of all is the fact that both of the songs show a wide variety of interpretations of the original material. The long history of Fly Me To The Moon covers shows itself due to the fact that there is first of all a lot more covers, and due to that more variety in the covers. Although Bob-omb battlefield is relatively new compared to Fly Me To The Moon, it shows some of the same musical characteristics as it. Artists like covering it in certain genres, but note the plural here. Just like Fly Me To The Moon, there are a couple of versions we can already see being used as “new” source material. Charlie Rosens arrangement for the 8-Bit Big Band for instance, inspired a slew of other big band styled covers. What we can also conclude from this portfolio is that video game song covers stick closer to the source material. Not straying that far in tempo and key. Whilst Fly Me To The Moon has seen a lot of different interpretations in that regard.